Model Predictive Control of 2-DOF Helicopter Based on MIMO ARX-Laguerre Model

Imen Ben Abdelwahed, A. Mbarek, Kais Bouzrara
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引用次数: 2

Abstract

The main purpose of this paper is the control of a 2-DOF helicopter using the Model Predictive Control strategy based on solving an optimization problem with the aim of making the outputs of the system follow the desired trajectories. The predictor of the MPC algorithm is developed using the MIMO ARX-Laguerre model derived from the MIMO ARX model and presenting the advantage of a reduced parametric complexity. The application of the MPC based on MIMO ARXLguerre model requires firstly the identification of MIMO ARXLaguerre model by optimizing the Laguerre poles using the Genetic Algorithm, and applying the RLMS algorithm in order to identify the Fourier coefficients, and then computing the predictor in order to formulate the MPC cost function which should be solved taking into account the physical limits of the system.
基于MIMO ARX-Laguerre模型的二自由度直升机模型预测控制
本文的主要目的是利用基于求解优化问题的模型预测控制策略对二自由度直升机进行控制,目的是使系统的输出遵循期望的轨迹。MPC算法的预测器是使用MIMO ARX- laguerre模型开发的,该模型来源于MIMO ARX模型,具有降低参数复杂性的优点。基于MIMO ARXLguerre模型的MPC应用首先需要通过遗传算法优化Laguerre极点来识别MIMO ARXLaguerre模型,然后应用RLMS算法来识别傅里叶系数,然后计算预测器以形成MPC成本函数,该函数在考虑系统物理极限的情况下求解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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